ROI Calculator

How much will
KWJ save you?

Enter your workload below. Get a personalized savings estimate you can share with your team.

Your Workload

Total spend across all LLM API calls per month
20
Claude Code / agent sessions or LLM API calls
e.g. Claude 3.5 Sonnet = $3.00, GPT-4o = $5.00

Workload Breakdown

How much of your token budget goes to each source? (Total doesn't need to equal 100%.)

File reads
35%
Web reads
20%
Build/log output
20%
Repeated queries
15%
Memory/recall
10%
Other context
0%
Your estimated monthly savings
$0
Configure your workload above
Payback: —
0%
Token reduction
$0
Annual savings
$0
Net (after KWJ $19/mo)
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Savings by source

Reduction rates from the STAR50 benchmark: file reads 97%, web reads 91%, build logs 85%, cached queries 100%, memory recall 94%.
KWJ costs $19/month. Read the docs to see exactly how each tool works.